Real-time Spatiotemporal Stereo Matching Using the Dual-Cross-Bilateral Grid

Christian Richardt, Douglas Orr, Ian Davies, Antonio Criminisi, Neil Dodgson

Research output: Chapter in Book/Report/Conference proceedingChapter

155 Citations (Scopus)

Abstract

We introduce a real-time stereo matching technique based on a reformulation of Yoon and Kweon’s adaptive support weights algorithm [1]. Our implementation uses the bilateral grid to achieve a speedup of 200× compared to a straightforward full-kernel GPU implementation, making it the fastest technique on the Middlebury website. We introduce a colour component into our greyscale approach to recover precision and increase discriminability. Using our implementation, we speed up spatial-depth superresolution 100×. We further present a spatiotemporal stereo matching approach based on our technique that incorporates temporal evidence in real time (>14 fps). Our technique visibly reduces flickering and outperforms per-frame approaches in the presence of image noise. We have created five synthetic stereo videos, with ground truth disparity maps, to quantitatively evaluate depth estimation from stereo video. Source code and datasets are available on our project website.
Original languageEnglish
Title of host publicationComputer Vision - ECCV 2010
Subtitle of host publicationProceedings of the 11th European Conference on Computer Vision Heraklion, Crete, Greece, September 5-11, 2010
EditorsKostas Daniilidis, Petros Maragos, Nikos Paragios
Place of PublicationBerlin
PublisherSpringer
Pages510-523
Number of pages14
VolumePart III
ISBN (Electronic)978-3-642-15558-1
ISBN (Print)978-3-642-15557-4
DOIs
Publication statusPublished - 2010
Event11th European Conference on Computer Vision, ECCV 2010, September 5, 2010 - September 11, 2010 - Heraklion, Crete, Greece
Duration: 1 Sep 2010 → …

Publication series

NameLecture Notes in Computer Science
PublisherSpringer
Volume6313
ISSN (Print)0302-9743

Conference

Conference11th European Conference on Computer Vision, ECCV 2010, September 5, 2010 - September 11, 2010
CountryGreece
CityHeraklion, Crete
Period1/09/10 → …

Keywords

  • stereo matching

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    Richardt, C., Orr, D., Davies, I., Criminisi, A., & Dodgson, N. (2010). Real-time Spatiotemporal Stereo Matching Using the Dual-Cross-Bilateral Grid. In K. Daniilidis, P. Maragos, & N. Paragios (Eds.), Computer Vision - ECCV 2010: Proceedings of the 11th European Conference on Computer Vision Heraklion, Crete, Greece, September 5-11, 2010 (Vol. Part III, pp. 510-523). (Lecture Notes in Computer Science; Vol. 6313). Springer. https://doi.org/10.1007/978-3-642-15558-1_37